{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6de8f8ac",
   "metadata": {},
   "source": [
    "# Run SATURN to integrate the AH atlas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b396cc36",
   "metadata": {},
   "source": [
    "## Make the run csv file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5ecfcfb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>path</th>\n",
       "      <th>species</th>\n",
       "      <th>embedding_path</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Vignettes/ah_atlas/data/human.h5ad</td>\n",
       "      <td>human</td>\n",
       "      <td>/dfs/project/cross-species/yanay/data/proteome...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vignettes/ah_atlas/data/mouse.h5ad</td>\n",
       "      <td>mouse</td>\n",
       "      <td>/dfs/project/cross-species/yanay/data/proteome...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vignettes/ah_atlas/data/pig.h5ad</td>\n",
       "      <td>pig</td>\n",
       "      <td>/dfs/project/cross-species/yanay/data/proteome...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Vignettes/ah_atlas/data/macaF.h5ad</td>\n",
       "      <td>macaF</td>\n",
       "      <td>/dfs/project/cross-species/yanay/data/proteome...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Vignettes/ah_atlas/data/macaM.h5ad</td>\n",
       "      <td>macaM</td>\n",
       "      <td>/dfs/project/cross-species/yanay/data/proteome...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 path species  \\\n",
       "0  Vignettes/ah_atlas/data/human.h5ad   human   \n",
       "1  Vignettes/ah_atlas/data/mouse.h5ad   mouse   \n",
       "2    Vignettes/ah_atlas/data/pig.h5ad     pig   \n",
       "3  Vignettes/ah_atlas/data/macaF.h5ad   macaF   \n",
       "4  Vignettes/ah_atlas/data/macaM.h5ad   macaM   \n",
       "\n",
       "                                      embedding_path  \n",
       "0  /dfs/project/cross-species/yanay/data/proteome...  \n",
       "1  /dfs/project/cross-species/yanay/data/proteome...  \n",
       "2  /dfs/project/cross-species/yanay/data/proteome...  \n",
       "3  /dfs/project/cross-species/yanay/data/proteome...  \n",
       "4  /dfs/project/cross-species/yanay/data/proteome...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make the csv\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.DataFrame(columns=[\"path\", \"species\", \"embedding_path\"])\n",
    "df[\"species\"] = [\"human\", \"mouse\", \"pig\", \"macaF\", \"macaM\"]\n",
    "df[\"path\"] = [\"Vignettes/ah_atlas/data/human.h5ad\", \"Vignettes/ah_atlas/data/mouse.h5ad\", \n",
    "              \"Vignettes/ah_atlas/data/pig.h5ad\", \"Vignettes/ah_atlas/data/macaF.h5ad\", \"Vignettes/ah_atlas/data/macaM.h5ad\"]\n",
    "\n",
    "##### CHANGE THESE PATHS #####\n",
    "human_embedding_path = \"/dfs/project/cross-species/yanay/data/proteome/embeddings/Homo_sapiens.GRCh38.gene_symbol_to_embedding_ESM2.pt\"\n",
    "mouse_embedding_path = \"/dfs/project/cross-species/yanay/data/proteome/embeddings/Mus_musculus.GRCm39.gene_symbol_to_embedding_ESM2.pt\"\n",
    "pig_path = \"/dfs/project/cross-species/yanay/data/proteome/embeddings/Sus_scrofa.Sscrofa11.1.gene_symbol_to_embedding_ESM2.pt\"\n",
    "macaF_path = \"/dfs/project/cross-species/yanay/data/proteome/embeddings/Macaca_fascicularis.Macaca_fascicularis_6.0.gene_symbol_to_embedding_ESM2.pt\"\n",
    "macaM_path = \"/dfs/project/cross-species/yanay/data/proteome/embeddings/Macaca_mulatta.Mmul_10.gene_symbol_to_embedding_ESM2.pt\"\n",
    "##############################\n",
    "df[\"embedding_path\"] = [human_embedding_path, mouse_embedding_path, pig_path, macaF_path, macaM_path]\n",
    "df.to_csv(\"data/ah_atlas_run.csv\", index=False)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2c90122d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1', '3', '4']\n",
      "  0%|                                                     | 0/1 [00:00<?, ?it/s]RUNNING SEED: 0 ON GPU:1\n",
      "100%|████████████████████████████████████████████| 1/1 [00:00<00:00, 507.66it/s]\n",
      "Global seed set to 0\n",
      "Intel(R) Extension for Scikit-learn* enabled (https://github.com/intel/scikit-learn-intelex)\n",
      "Epoch 200: L1 Loss 0.0 Rank Loss 38.453182220458984, Avg Loss human: 2068, Avg L\n",
      "100%|███████████████████████████████████████████| 49/49 [00:06<00:00,  7.58it/s]\n",
      "100%|███████████████████████████████████████████| 49/49 [00:02<00:00, 19.07it/s]\n"
     ]
    }
   ],
   "source": [
    "!cd ../../ ; python3 saturn_multiple_seeds.py \\\n",
    "                --run=Vignettes/ah_atlas/data/ah_atlas_run.csv \\\n",
    "                --gpus 1 3 4 \\\n",
    "                --seeds=1 # change to number of seeds you want to run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "146c2a50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scanpy as sc\n",
    "ah_atlas_ad = sc.read(\"../multiple_seeds_results/saturn_results/test256_data_human_macaF_macaM_mouse_pig_org_ah_atlas_run_l1_0_pe_1.0_None_seed_0.h5ad\")\n",
    "sc.pp.pca(ah_atlas_ad)\n",
    "sc.pp.neighbors(ah_atlas_ad)\n",
    "sc.tl.umap(ah_atlas_ad, n_components=3)\n",
    "sc.pl.umap(ah_atlas_ad, color=\"labels2\", projection=\"3d\")\n",
    "sc.pl.umap(ah_atlas_ad, color=\"species\", projection=\"3d\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
